Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 32950 |
| Missing cells | 21140 |
| Missing cells (%) | 2.9% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 22.4 MiB |
| Average record size in memory | 713.3 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 10 |
cons.conf.idx is highly overall correlated with month | High correlation |
cons.price.idx is highly overall correlated with contact and 2 other fields | High correlation |
contact is highly overall correlated with cons.price.idx and 1 other fields | High correlation |
emp.var.rate is highly overall correlated with cons.price.idx and 3 other fields | High correlation |
euribor3m is highly overall correlated with emp.var.rate and 2 other fields | High correlation |
housing is highly overall correlated with loan | High correlation |
loan is highly overall correlated with housing | High correlation |
month is highly overall correlated with cons.conf.idx and 4 other fields | High correlation |
nr.employed is highly overall correlated with emp.var.rate and 1 other fields | High correlation |
pastEmail is highly overall correlated with previous | High correlation |
pdays is highly overall correlated with pmonths and 2 other fields | High correlation |
pmonths is highly overall correlated with pdays and 2 other fields | High correlation |
poutcome is highly overall correlated with pdays and 1 other fields | High correlation |
previous is highly overall correlated with pastEmail and 2 other fields | High correlation |
default is highly imbalanced (52.9%) | Imbalance |
loan is highly imbalanced (51.3%) | Imbalance |
poutcome is highly imbalanced (57.1%) | Imbalance |
custAge has 8042 (24.4%) missing values | Missing |
schooling has 9770 (29.7%) missing values | Missing |
day_of_week has 3328 (10.1%) missing values | Missing |
id is uniformly distributed | Uniform |
id has unique values | Unique |
previous has 28503 (86.5%) zeros | Zeros |
pastEmail has 29120 (88.4%) zeros | Zeros |
Reproduction
| Analysis started | 2024-09-05 16:01:53.096747 |
|---|---|
| Analysis finished | 2024-09-05 16:03:14.172401 |
| Duration | 1 minute and 21.08 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
custAge
Real number (ℝ)
MISSING 
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 8042 |
| Missing (%) | 24.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.035852 |
| Minimum | 17 |
|---|---|
| Maximum | 98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 257.6 KiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 32 |
| median | 38 |
| Q3 | 47 |
| 95-th percentile | 58 |
| Maximum | 98 |
| Range | 81 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 10.425448 |
|---|---|
| Coefficient of variation (CV) | 0.2604028 |
| Kurtosis | 0.72729411 |
| Mean | 40.035852 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.76325998 |
| Sum | 997213 |
| Variance | 108.68997 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 31 | 1152 | 3.5% |
| 32 | 1137 | 3.5% |
| 33 | 1100 | 3.3% |
| 36 | 1081 | 3.3% |
| 35 | 1041 | 3.2% |
| 34 | 1040 | 3.2% |
| 30 | 1014 | 3.1% |
| 37 | 891 | 2.7% |
| 29 | 880 | 2.7% |
| 39 | 865 | 2.6% |
| Other values (65) | 14707 | |
| (Missing) | 8042 |
| Value | Count | Frequency (%) |
| 17 | 4 | < 0.1% |
| 18 | 18 | 0.1% |
| 19 | 26 | 0.1% |
| 20 | 44 | 0.1% |
| 21 | 66 | 0.2% |
| 22 | 74 | 0.2% |
| 23 | 143 | 0.4% |
| 24 | 293 | |
| 25 | 374 | |
| 26 | 432 |
| Value | Count | Frequency (%) |
| 98 | 2 | < 0.1% |
| 92 | 2 | < 0.1% |
| 91 | 1 | < 0.1% |
| 89 | 1 | < 0.1% |
| 88 | 15 | |
| 86 | 7 | |
| 85 | 7 | |
| 84 | 4 | < 0.1% |
| 83 | 7 | |
| 82 | 9 |
profession
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 MiB |
| admin. | |
|---|---|
| blue-collar | |
| technician | |
| services | |
| management | |
| Other values (7) |
Length
| Max length | 13 |
|---|---|
| Median length | 12 |
| Mean length | 8.9548407 |
| Min length | 6 |
Characters and Unicode
| Total characters | 295062 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | admin. |
|---|---|
| 2nd row | services |
| 3rd row | blue-collar |
| 4th row | admin. |
| 5th row | services |
Common Values
| Value | Count | Frequency (%) |
| admin. | 8320 | |
| blue-collar | 7407 | |
| technician | 5392 | |
| services | 3177 | 9.6% |
| management | 2341 | 7.1% |
| retired | 1383 | 4.2% |
| self-employed | 1142 | 3.5% |
| entrepreneur | 1142 | 3.5% |
| housemaid | 847 | 2.6% |
| unemployed | 824 | 2.5% |
| Other values (2) | 975 | 3.0% |
Length
| Value | Count | Frequency (%) |
| admin | 8320 | |
| blue-collar | 7407 | |
| technician | 5392 | |
| services | 3177 | 9.6% |
| management | 2341 | 7.1% |
| retired | 1383 | 4.2% |
| self-employed | 1142 | 3.5% |
| entrepreneur | 1142 | 3.5% |
| housemaid | 847 | 2.6% |
| unemployed | 824 | 2.5% |
| Other values (2) | 975 | 3.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 37806 | |
| n | 28387 | 9.6% |
| a | 26648 | 9.0% |
| l | 25329 | 8.6% |
| i | 24511 | 8.3% |
| c | 21368 | 7.2% |
| r | 16776 | 5.7% |
| m | 15815 | 5.4% |
| d | 13232 | 4.5% |
| t | 11690 | 4.0% |
| Other values (14) | 73500 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 278193 | |
| Dash Punctuation | 8549 | 2.9% |
| Other Punctuation | 8320 | 2.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 37806 | |
| n | 28387 | |
| a | 26648 | |
| l | 25329 | |
| i | 24511 | |
| c | 21368 | 7.7% |
| r | 16776 | 6.0% |
| m | 15815 | 5.7% |
| d | 13232 | 4.8% |
| t | 11690 | 4.2% |
| Other values (12) | 56631 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 8549 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 8320 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 278193 | |
| Common | 16869 | 5.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 37806 | |
| n | 28387 | |
| a | 26648 | |
| l | 25329 | |
| i | 24511 | |
| c | 21368 | 7.7% |
| r | 16776 | 6.0% |
| m | 15815 | 5.7% |
| d | 13232 | 4.8% |
| t | 11690 | 4.2% |
| Other values (12) | 56631 |
Common
| Value | Count | Frequency (%) |
| - | 8549 | |
| . | 8320 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 295062 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 37806 | |
| n | 28387 | 9.6% |
| a | 26648 | 9.0% |
| l | 25329 | 8.6% |
| i | 24511 | 8.3% |
| c | 21368 | 7.2% |
| r | 16776 | 5.7% |
| m | 15815 | 5.4% |
| d | 13232 | 4.5% |
| t | 11690 | 4.0% |
| Other values (14) | 73500 |
marital
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.0 MiB |
| married | |
|---|---|
| single | |
| divorced | |
| unknown | 70 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.8315933 |
| Min length | 6 |
Characters and Unicode
| Total characters | 225101 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | married |
|---|---|
| 2nd row | married |
| 3rd row | married |
| 4th row | single |
| 5th row | divorced |
Common Values
| Value | Count | Frequency (%) |
| married | 19971 | |
| single | 9229 | |
| divorced | 3680 | 11.2% |
| unknown | 70 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 19971 | |
| single | 9229 | |
| divorced | 3680 | 11.2% |
| unknown | 70 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 43622 | |
| i | 32880 | |
| e | 32880 | |
| d | 27331 | |
| m | 19971 | |
| a | 19971 | |
| n | 9439 | 4.2% |
| s | 9229 | 4.1% |
| g | 9229 | 4.1% |
| l | 9229 | 4.1% |
| Other values (6) | 11320 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 225101 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 43622 | |
| i | 32880 | |
| e | 32880 | |
| d | 27331 | |
| m | 19971 | |
| a | 19971 | |
| n | 9439 | 4.2% |
| s | 9229 | 4.1% |
| g | 9229 | 4.1% |
| l | 9229 | 4.1% |
| Other values (6) | 11320 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 225101 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 43622 | |
| i | 32880 | |
| e | 32880 | |
| d | 27331 | |
| m | 19971 | |
| a | 19971 | |
| n | 9439 | 4.2% |
| s | 9229 | 4.1% |
| g | 9229 | 4.1% |
| l | 9229 | 4.1% |
| Other values (6) | 11320 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 225101 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 43622 | |
| i | 32880 | |
| e | 32880 | |
| d | 27331 | |
| m | 19971 | |
| a | 19971 | |
| n | 9439 | 4.2% |
| s | 9229 | 4.1% |
| g | 9229 | 4.1% |
| l | 9229 | 4.1% |
| Other values (6) | 11320 | 5.0% |
schooling
Categorical
MISSING 
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 9770 |
| Missing (%) | 29.7% |
| Memory size | 1.8 MiB |
| university.degree | |
|---|---|
| high.school | |
| basic.9y | |
| professional.course | |
| basic.4y | |
| Other values (3) |
Length
| Max length | 19 |
|---|---|
| Median length | 17 |
| Mean length | 12.717472 |
| Min length | 7 |
Characters and Unicode
| Total characters | 294791 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | high.school |
|---|---|
| 2nd row | professional.course |
| 3rd row | university.degree |
| 4th row | high.school |
| 5th row | basic.4y |
Common Values
| Value | Count | Frequency (%) |
| university.degree | 6868 | |
| high.school | 5335 | |
| basic.9y | 3432 | 10.4% |
| professional.course | 2951 | 9.0% |
| basic.4y | 2330 | 7.1% |
| basic.6y | 1292 | 3.9% |
| unknown | 957 | 2.9% |
| illiterate | 15 | < 0.1% |
| (Missing) | 9770 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| university.degree | 6868 | |
| high.school | 5335 | |
| basic.9y | 3432 | |
| professional.course | 2951 | |
| basic.4y | 2330 | 10.1% |
| basic.6y | 1292 | 5.6% |
| unknown | 957 | 4.1% |
| illiterate | 15 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 33404 | 11.3% |
| i | 29106 | 9.9% |
| s | 28110 | 9.5% |
| . | 22208 | 7.5% |
| o | 20480 | 6.9% |
| r | 19653 | 6.7% |
| h | 16005 | 5.4% |
| c | 15340 | 5.2% |
| y | 13922 | 4.7% |
| n | 12690 | 4.3% |
| Other values (15) | 83873 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 265529 | |
| Other Punctuation | 22208 | 7.5% |
| Decimal Number | 7054 | 2.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 33404 | |
| i | 29106 | |
| s | 28110 | |
| o | 20480 | 7.7% |
| r | 19653 | 7.4% |
| h | 16005 | 6.0% |
| c | 15340 | 5.8% |
| y | 13922 | 5.2% |
| n | 12690 | 4.8% |
| g | 12203 | 4.6% |
| Other values (11) | 64616 |
Decimal Number
| Value | Count | Frequency (%) |
| 9 | 3432 | |
| 4 | 2330 | |
| 6 | 1292 | 18.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 22208 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 265529 | |
| Common | 29262 | 9.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 33404 | |
| i | 29106 | |
| s | 28110 | |
| o | 20480 | 7.7% |
| r | 19653 | 7.4% |
| h | 16005 | 6.0% |
| c | 15340 | 5.8% |
| y | 13922 | 5.2% |
| n | 12690 | 4.8% |
| g | 12203 | 4.6% |
| Other values (11) | 64616 |
Common
| Value | Count | Frequency (%) |
| . | 22208 | |
| 9 | 3432 | 11.7% |
| 4 | 2330 | 8.0% |
| 6 | 1292 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 294791 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 33404 | 11.3% |
| i | 29106 | 9.9% |
| s | 28110 | 9.5% |
| . | 22208 | 7.5% |
| o | 20480 | 6.9% |
| r | 19653 | 6.7% |
| h | 16005 | 5.4% |
| c | 15340 | 5.2% |
| y | 13922 | 4.7% |
| n | 12690 | 4.3% |
| Other values (15) | 83873 |
default
Categorical
IMBALANCE 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| no | |
|---|---|
| unknown | |
| yes | 2 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 3.0590895 |
| Min length | 2 |
Characters and Unicode
| Total characters | 100797 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | unknown |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 25969 | |
| unknown | 6979 | 21.2% |
| yes | 2 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 25969 | |
| unknown | 6979 | 21.2% |
| yes | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 46906 | |
| o | 32948 | |
| u | 6979 | 6.9% |
| k | 6979 | 6.9% |
| w | 6979 | 6.9% |
| y | 2 | < 0.1% |
| e | 2 | < 0.1% |
| s | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 100797 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 46906 | |
| o | 32948 | |
| u | 6979 | 6.9% |
| k | 6979 | 6.9% |
| w | 6979 | 6.9% |
| y | 2 | < 0.1% |
| e | 2 | < 0.1% |
| s | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 100797 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 46906 | |
| o | 32948 | |
| u | 6979 | 6.9% |
| k | 6979 | 6.9% |
| w | 6979 | 6.9% |
| y | 2 | < 0.1% |
| e | 2 | < 0.1% |
| s | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 100797 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 46906 | |
| o | 32948 | |
| u | 6979 | 6.9% |
| k | 6979 | 6.9% |
| w | 6979 | 6.9% |
| y | 2 | < 0.1% |
| e | 2 | < 0.1% |
| s | 2 | < 0.1% |
housing
Categorical
HIGH CORRELATION 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| yes | |
|---|---|
| no | |
| unknown | 806 |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 2.6466161 |
| Min length | 2 |
Characters and Unicode
| Total characters | 87206 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | yes |
| 4th row | no |
| 5th row | yes |
Common Values
| Value | Count | Frequency (%) |
| yes | 17276 | |
| no | 14868 | |
| unknown | 806 | 2.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| yes | 17276 | |
| no | 14868 | |
| unknown | 806 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 17286 | |
| y | 17276 | |
| e | 17276 | |
| s | 17276 | |
| o | 15674 | |
| u | 806 | 0.9% |
| k | 806 | 0.9% |
| w | 806 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 87206 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 17286 | |
| y | 17276 | |
| e | 17276 | |
| s | 17276 | |
| o | 15674 | |
| u | 806 | 0.9% |
| k | 806 | 0.9% |
| w | 806 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 87206 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 17286 | |
| y | 17276 | |
| e | 17276 | |
| s | 17276 | |
| o | 15674 | |
| u | 806 | 0.9% |
| k | 806 | 0.9% |
| w | 806 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 87206 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 17286 | |
| y | 17276 | |
| e | 17276 | |
| s | 17276 | |
| o | 15674 | |
| u | 806 | 0.9% |
| k | 806 | 0.9% |
| w | 806 | 0.9% |
loan
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| no | |
|---|---|
| yes | |
| unknown | 806 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.2731108 |
| Min length | 2 |
Characters and Unicode
| Total characters | 74899 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | yes |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 27175 | |
| yes | 4969 | 15.1% |
| unknown | 806 | 2.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 27175 | |
| yes | 4969 | 15.1% |
| unknown | 806 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 29593 | |
| o | 27981 | |
| y | 4969 | 6.6% |
| e | 4969 | 6.6% |
| s | 4969 | 6.6% |
| u | 806 | 1.1% |
| k | 806 | 1.1% |
| w | 806 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 74899 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 29593 | |
| o | 27981 | |
| y | 4969 | 6.6% |
| e | 4969 | 6.6% |
| s | 4969 | 6.6% |
| u | 806 | 1.1% |
| k | 806 | 1.1% |
| w | 806 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 74899 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 29593 | |
| o | 27981 | |
| y | 4969 | 6.6% |
| e | 4969 | 6.6% |
| s | 4969 | 6.6% |
| u | 806 | 1.1% |
| k | 806 | 1.1% |
| w | 806 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 74899 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 29593 | |
| o | 27981 | |
| y | 4969 | 6.6% |
| e | 4969 | 6.6% |
| s | 4969 | 6.6% |
| u | 806 | 1.1% |
| k | 806 | 1.1% |
| w | 806 | 1.1% |
contact
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 MiB |
| cellular | |
|---|---|
| telephone |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.3656753 |
| Min length | 8 |
Characters and Unicode
| Total characters | 275649 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | cellular |
|---|---|
| 2nd row | cellular |
| 3rd row | cellular |
| 4th row | cellular |
| 5th row | cellular |
Common Values
| Value | Count | Frequency (%) |
| cellular | 20901 | |
| telephone | 12049 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| cellular | 20901 | |
| telephone | 12049 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 74752 | |
| e | 57048 | |
| c | 20901 | 7.6% |
| u | 20901 | 7.6% |
| a | 20901 | 7.6% |
| r | 20901 | 7.6% |
| t | 12049 | 4.4% |
| p | 12049 | 4.4% |
| h | 12049 | 4.4% |
| o | 12049 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 275649 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 74752 | |
| e | 57048 | |
| c | 20901 | 7.6% |
| u | 20901 | 7.6% |
| a | 20901 | 7.6% |
| r | 20901 | 7.6% |
| t | 12049 | 4.4% |
| p | 12049 | 4.4% |
| h | 12049 | 4.4% |
| o | 12049 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 275649 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 74752 | |
| e | 57048 | |
| c | 20901 | 7.6% |
| u | 20901 | 7.6% |
| a | 20901 | 7.6% |
| r | 20901 | 7.6% |
| t | 12049 | 4.4% |
| p | 12049 | 4.4% |
| h | 12049 | 4.4% |
| o | 12049 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 275649 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 74752 | |
| e | 57048 | |
| c | 20901 | 7.6% |
| u | 20901 | 7.6% |
| a | 20901 | 7.6% |
| r | 20901 | 7.6% |
| t | 12049 | 4.4% |
| p | 12049 | 4.4% |
| h | 12049 | 4.4% |
| o | 12049 | 4.4% |
month
Categorical
HIGH CORRELATION 
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| may | |
|---|---|
| jul | |
| aug | |
| jun | |
| nov | |
| Other values (5) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 98850 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | sep |
|---|---|
| 2nd row | sep |
| 3rd row | may |
| 4th row | aug |
| 5th row | nov |
Common Values
| Value | Count | Frequency (%) |
| may | 10955 | |
| jul | 5822 | |
| aug | 4937 | |
| jun | 4263 | 12.9% |
| nov | 3288 | 10.0% |
| apr | 2081 | 6.3% |
| oct | 562 | 1.7% |
| sep | 449 | 1.4% |
| mar | 440 | 1.3% |
| dec | 153 | 0.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| may | 10955 | |
| jul | 5822 | |
| aug | 4937 | |
| jun | 4263 | 12.9% |
| nov | 3288 | 10.0% |
| apr | 2081 | 6.3% |
| oct | 562 | 1.7% |
| sep | 449 | 1.4% |
| mar | 440 | 1.3% |
| dec | 153 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 18413 | |
| u | 15022 | |
| m | 11395 | |
| y | 10955 | |
| j | 10085 | |
| n | 7551 | |
| l | 5822 | 5.9% |
| g | 4937 | 5.0% |
| o | 3850 | 3.9% |
| v | 3288 | 3.3% |
| Other values (7) | 7532 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 98850 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 18413 | |
| u | 15022 | |
| m | 11395 | |
| y | 10955 | |
| j | 10085 | |
| n | 7551 | |
| l | 5822 | 5.9% |
| g | 4937 | 5.0% |
| o | 3850 | 3.9% |
| v | 3288 | 3.3% |
| Other values (7) | 7532 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 98850 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 18413 | |
| u | 15022 | |
| m | 11395 | |
| y | 10955 | |
| j | 10085 | |
| n | 7551 | |
| l | 5822 | 5.9% |
| g | 4937 | 5.0% |
| o | 3850 | 3.9% |
| v | 3288 | 3.3% |
| Other values (7) | 7532 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 98850 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 18413 | |
| u | 15022 | |
| m | 11395 | |
| y | 10955 | |
| j | 10085 | |
| n | 7551 | |
| l | 5822 | 5.9% |
| g | 4937 | 5.0% |
| o | 3850 | 3.9% |
| v | 3288 | 3.3% |
| Other values (7) | 7532 |
day_of_week
Categorical
MISSING 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3328 |
| Missing (%) | 10.1% |
| Memory size | 1.8 MiB |
| thu | |
|---|---|
| mon | |
| wed | |
| tue | |
| fri |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 88866 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | wed |
|---|---|
| 2nd row | tue |
| 3rd row | thu |
| 4th row | wed |
| 5th row | tue |
Common Values
| Value | Count | Frequency (%) |
| thu | 6196 | |
| mon | 6038 | |
| wed | 5883 | |
| tue | 5809 | |
| fri | 5696 | |
| (Missing) | 3328 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| thu | 6196 | |
| mon | 6038 | |
| wed | 5883 | |
| tue | 5809 | |
| fri | 5696 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 12005 | |
| u | 12005 | |
| e | 11692 | |
| h | 6196 | |
| m | 6038 | |
| o | 6038 | |
| n | 6038 | |
| w | 5883 | |
| d | 5883 | |
| f | 5696 | |
| Other values (2) | 11392 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 88866 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 12005 | |
| u | 12005 | |
| e | 11692 | |
| h | 6196 | |
| m | 6038 | |
| o | 6038 | |
| n | 6038 | |
| w | 5883 | |
| d | 5883 | |
| f | 5696 | |
| Other values (2) | 11392 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 88866 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 12005 | |
| u | 12005 | |
| e | 11692 | |
| h | 6196 | |
| m | 6038 | |
| o | 6038 | |
| n | 6038 | |
| w | 5883 | |
| d | 5883 | |
| f | 5696 | |
| Other values (2) | 11392 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 88866 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 12005 | |
| u | 12005 | |
| e | 11692 | |
| h | 6196 | |
| m | 6038 | |
| o | 6038 | |
| n | 6038 | |
| w | 5883 | |
| d | 5883 | |
| f | 5696 | |
| Other values (2) | 11392 |
campaign
Real number (ℝ)
| Distinct | 41 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5765706 |
| Minimum | 1 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 257.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 56 |
| Range | 55 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.784839 |
|---|---|
| Coefficient of variation (CV) | 1.0808316 |
| Kurtosis | 36.8918 |
| Mean | 2.5765706 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.7473925 |
| Sum | 84898 |
| Variance | 7.7553283 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 14100 | |
| 2 | 8411 | |
| 3 | 4296 | 13.0% |
| 4 | 2109 | 6.4% |
| 5 | 1314 | 4.0% |
| 6 | 774 | 2.3% |
| 7 | 516 | 1.6% |
| 8 | 327 | 1.0% |
| 9 | 213 | 0.6% |
| 10 | 185 | 0.6% |
| Other values (31) | 705 | 2.1% |
| Value | Count | Frequency (%) |
| 1 | 14100 | |
| 2 | 8411 | |
| 3 | 4296 | 13.0% |
| 4 | 2109 | 6.4% |
| 5 | 1314 | 4.0% |
| 6 | 774 | 2.3% |
| 7 | 516 | 1.6% |
| 8 | 327 | 1.0% |
| 9 | 213 | 0.6% |
| 10 | 185 | 0.6% |
| Value | Count | Frequency (%) |
| 56 | 1 | < 0.1% |
| 43 | 2 | |
| 42 | 2 | |
| 41 | 1 | < 0.1% |
| 40 | 1 | < 0.1% |
| 37 | 1 | < 0.1% |
| 35 | 4 | |
| 34 | 2 | |
| 33 | 2 | |
| 32 | 4 |
pdays
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 962.86519 |
| Minimum | 0 |
|---|---|
| Maximum | 999 |
| Zeros | 12 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 257.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 999 |
| Q1 | 999 |
| median | 999 |
| Q3 | 999 |
| 95-th percentile | 999 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 185.95368 |
|---|---|
| Coefficient of variation (CV) | 0.19312535 |
| Kurtosis | 22.524221 |
| Mean | 962.86519 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.9520123 |
| Sum | 31726408 |
| Variance | 34578.77 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 999 | 31751 | |
| 3 | 353 | 1.1% |
| 6 | 322 | 1.0% |
| 4 | 93 | 0.3% |
| 2 | 48 | 0.1% |
| 9 | 47 | 0.1% |
| 12 | 46 | 0.1% |
| 7 | 44 | 0.1% |
| 10 | 44 | 0.1% |
| 5 | 39 | 0.1% |
| Other values (16) | 163 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 12 | < 0.1% |
| 1 | 22 | 0.1% |
| 2 | 48 | 0.1% |
| 3 | 353 | |
| 4 | 93 | 0.3% |
| 5 | 39 | 0.1% |
| 6 | 322 | |
| 7 | 44 | 0.1% |
| 8 | 15 | < 0.1% |
| 9 | 47 | 0.1% |
| Value | Count | Frequency (%) |
| 999 | 31751 | |
| 27 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| 22 | 2 | < 0.1% |
| 21 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 7 | < 0.1% |
| 17 | 6 | < 0.1% |
| 16 | 7 | < 0.1% |
previous
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.17044006 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 28503 |
| Zeros (%) | 86.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 257.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.48993043 |
|---|---|
| Coefficient of variation (CV) | 2.8745028 |
| Kurtosis | 20.026123 |
| Mean | 0.17044006 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.8277984 |
| Sum | 5616 |
| Variance | 0.24003183 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 28503 | |
| 1 | 3614 | 11.0% |
| 2 | 589 | 1.8% |
| 3 | 173 | 0.5% |
| 4 | 56 | 0.2% |
| 5 | 10 | < 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 28503 | |
| 1 | 3614 | 11.0% |
| 2 | 589 | 1.8% |
| 3 | 173 | 0.5% |
| 4 | 56 | 0.2% |
| 5 | 10 | < 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 6 | 4 | < 0.1% |
| 5 | 10 | < 0.1% |
| 4 | 56 | 0.2% |
| 3 | 173 | 0.5% |
| 2 | 589 | 1.8% |
| 1 | 3614 | 11.0% |
| 0 | 28503 |
poutcome
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 MiB |
| nonexistent | |
|---|---|
| failure | |
| success | 1090 |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.460152 |
| Min length | 7 |
Characters and Unicode
| Total characters | 344662 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | failure |
|---|---|
| 2nd row | success |
| 3rd row | failure |
| 4th row | nonexistent |
| 5th row | nonexistent |
Common Values
| Value | Count | Frequency (%) |
| nonexistent | 28503 | |
| failure | 3357 | 10.2% |
| success | 1090 | 3.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| nonexistent | 28503 | |
| failure | 3357 | 10.2% |
| success | 1090 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 85509 | |
| e | 61453 | |
| t | 57006 | |
| i | 31860 | 9.2% |
| s | 31773 | 9.2% |
| o | 28503 | 8.3% |
| x | 28503 | 8.3% |
| u | 4447 | 1.3% |
| f | 3357 | 1.0% |
| a | 3357 | 1.0% |
| Other values (3) | 8894 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 344662 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 85509 | |
| e | 61453 | |
| t | 57006 | |
| i | 31860 | 9.2% |
| s | 31773 | 9.2% |
| o | 28503 | 8.3% |
| x | 28503 | 8.3% |
| u | 4447 | 1.3% |
| f | 3357 | 1.0% |
| a | 3357 | 1.0% |
| Other values (3) | 8894 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 344662 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 85509 | |
| e | 61453 | |
| t | 57006 | |
| i | 31860 | 9.2% |
| s | 31773 | 9.2% |
| o | 28503 | 8.3% |
| x | 28503 | 8.3% |
| u | 4447 | 1.3% |
| f | 3357 | 1.0% |
| a | 3357 | 1.0% |
| Other values (3) | 8894 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 344662 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 85509 | |
| e | 61453 | |
| t | 57006 | |
| i | 31860 | 9.2% |
| s | 31773 | 9.2% |
| o | 28503 | 8.3% |
| x | 28503 | 8.3% |
| u | 4447 | 1.3% |
| f | 3357 | 1.0% |
| a | 3357 | 1.0% |
| Other values (3) | 8894 | 2.6% |
emp.var.rate
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.088257967 |
| Minimum | -3.4 |
|---|---|
| Maximum | 1.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 13668 |
| Negative (%) | 41.5% |
| Memory size | 257.6 KiB |
Quantile statistics
| Minimum | -3.4 |
|---|---|
| 5-th percentile | -2.9 |
| Q1 | -1.8 |
| median | 1.1 |
| Q3 | 1.4 |
| 95-th percentile | 1.4 |
| Maximum | 1.4 |
| Range | 4.8 |
| Interquartile range (IQR) | 3.2 |
Descriptive statistics
| Standard deviation | 1.5720194 |
|---|---|
| Coefficient of variation (CV) | 17.811643 |
| Kurtosis | -1.043921 |
| Mean | 0.088257967 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.73639982 |
| Sum | 2908.1 |
| Variance | 2.4712449 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.4 | 13068 | |
| -1.8 | 7262 | |
| 1.1 | 6214 | |
| -0.1 | 2944 | 8.9% |
| -2.9 | 1345 | 4.1% |
| -3.4 | 868 | 2.6% |
| -1.7 | 609 | 1.8% |
| -1.1 | 487 | 1.5% |
| -3 | 144 | 0.4% |
| -0.2 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| -3.4 | 868 | 2.6% |
| -3 | 144 | 0.4% |
| -2.9 | 1345 | 4.1% |
| -1.8 | 7262 | |
| -1.7 | 609 | 1.8% |
| -1.1 | 487 | 1.5% |
| -0.2 | 9 | < 0.1% |
| -0.1 | 2944 | 8.9% |
| 1.1 | 6214 | |
| 1.4 | 13068 |
| Value | Count | Frequency (%) |
| 1.4 | 13068 | |
| 1.1 | 6214 | |
| -0.1 | 2944 | 8.9% |
| -0.2 | 9 | < 0.1% |
| -1.1 | 487 | 1.5% |
| -1.7 | 609 | 1.8% |
| -1.8 | 7262 | |
| -2.9 | 1345 | 4.1% |
| -3 | 144 | 0.4% |
| -3.4 | 868 | 2.6% |
cons.price.idx
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.576836 |
| Minimum | 92.201 |
|---|---|
| Maximum | 94.767 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 257.6 KiB |
Quantile statistics
| Minimum | 92.201 |
|---|---|
| 5-th percentile | 92.713 |
| Q1 | 93.075 |
| median | 93.798 |
| Q3 | 93.994 |
| 95-th percentile | 94.465 |
| Maximum | 94.767 |
| Range | 2.566 |
| Interquartile range (IQR) | 0.919 |
Descriptive statistics
| Standard deviation | 0.57885731 |
|---|---|
| Coefficient of variation (CV) | 0.0061859038 |
| Kurtosis | -0.81977742 |
| Mean | 93.576836 |
| Median Absolute Deviation (MAD) | 0.354 |
| Skewness | -0.24226999 |
| Sum | 3083356.8 |
| Variance | 0.33507578 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 93.994 | 6214 | |
| 93.918 | 5437 | |
| 92.893 | 4566 | |
| 93.444 | 4124 | |
| 94.465 | 3507 | |
| 93.2 | 2896 | |
| 93.075 | 1943 | 5.9% |
| 92.201 | 628 | 1.9% |
| 92.963 | 572 | 1.7% |
| 92.431 | 352 | 1.1% |
| Other values (16) | 2711 |
| Value | Count | Frequency (%) |
| 92.201 | 628 | 1.9% |
| 92.379 | 219 | 0.7% |
| 92.431 | 352 | 1.1% |
| 92.469 | 145 | 0.4% |
| 92.649 | 297 | 0.9% |
| 92.713 | 144 | 0.4% |
| 92.756 | 9 | < 0.1% |
| 92.843 | 225 | 0.7% |
| 92.893 | 4566 | |
| 92.963 | 572 | 1.7% |
| Value | Count | Frequency (%) |
| 94.767 | 95 | 0.3% |
| 94.601 | 162 | 0.5% |
| 94.465 | 3507 | |
| 94.215 | 240 | 0.7% |
| 94.199 | 230 | 0.7% |
| 94.055 | 184 | 0.6% |
| 94.027 | 185 | 0.6% |
| 93.994 | 6214 | |
| 93.918 | 5437 | |
| 93.876 | 175 | 0.5% |
cons.conf.idx
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -40.483772 |
| Minimum | -50.8 |
|---|---|
| Maximum | -26.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 32950 |
| Negative (%) | 100.0% |
| Memory size | 257.6 KiB |
Quantile statistics
| Minimum | -50.8 |
|---|---|
| 5-th percentile | -47.1 |
| Q1 | -42.7 |
| median | -41.8 |
| Q3 | -36.4 |
| 95-th percentile | -33.6 |
| Maximum | -26.9 |
| Range | 23.9 |
| Interquartile range (IQR) | 6.3 |
Descriptive statistics
| Standard deviation | 4.6225847 |
|---|---|
| Coefficient of variation (CV) | -0.11418364 |
| Kurtosis | -0.35684683 |
| Mean | -40.483772 |
| Median Absolute Deviation (MAD) | 4.4 |
| Skewness | 0.30584544 |
| Sum | -1333940.3 |
| Variance | 21.368289 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -36.4 | 6214 | |
| -42.7 | 5437 | |
| -46.2 | 4566 | |
| -36.1 | 4124 | |
| -41.8 | 3507 | |
| -42 | 2896 | |
| -47.1 | 1943 | 5.9% |
| -31.4 | 628 | 1.9% |
| -40.8 | 572 | 1.7% |
| -26.9 | 352 | 1.1% |
| Other values (16) | 2711 |
| Value | Count | Frequency (%) |
| -50.8 | 95 | 0.3% |
| -50 | 225 | 0.7% |
| -49.5 | 162 | 0.5% |
| -47.1 | 1943 | 5.9% |
| -46.2 | 4566 | |
| -45.9 | 9 | < 0.1% |
| -42.7 | 5437 | |
| -42 | 2896 | |
| -41.8 | 3507 | |
| -40.8 | 572 | 1.7% |
| Value | Count | Frequency (%) |
| -26.9 | 352 | 1.1% |
| -29.8 | 219 | 0.7% |
| -30.1 | 297 | 0.9% |
| -31.4 | 628 | 1.9% |
| -33 | 144 | 0.4% |
| -33.6 | 145 | 0.4% |
| -34.6 | 138 | 0.4% |
| -34.8 | 215 | 0.7% |
| -36.1 | 4124 | |
| -36.4 | 6214 |
euribor3m
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 312 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6298817 |
| Minimum | 0.634 |
|---|---|
| Maximum | 5.045 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 257.6 KiB |
Quantile statistics
| Minimum | 0.634 |
|---|---|
| 5-th percentile | 0.79 |
| Q1 | 1.344 |
| median | 4.857 |
| Q3 | 4.961 |
| 95-th percentile | 4.966 |
| Maximum | 5.045 |
| Range | 4.411 |
| Interquartile range (IQR) | 3.617 |
Descriptive statistics
| Standard deviation | 1.732277 |
|---|---|
| Coefficient of variation (CV) | 0.47722685 |
| Kurtosis | -1.3889605 |
| Mean | 3.6298817 |
| Median Absolute Deviation (MAD) | 0.107 |
| Skewness | -0.72113517 |
| Sum | 119604.6 |
| Variance | 3.0007836 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.857 | 2265 | 6.9% |
| 4.962 | 2127 | 6.5% |
| 4.963 | 1999 | 6.1% |
| 4.961 | 1525 | 4.6% |
| 4.856 | 988 | 3.0% |
| 1.405 | 945 | 2.9% |
| 4.964 | 931 | 2.8% |
| 4.965 | 878 | 2.7% |
| 4.864 | 834 | 2.5% |
| 4.96 | 805 | 2.4% |
| Other values (302) | 19653 |
| Value | Count | Frequency (%) |
| 0.634 | 6 | < 0.1% |
| 0.635 | 35 | |
| 0.636 | 9 | < 0.1% |
| 0.637 | 3 | < 0.1% |
| 0.638 | 4 | < 0.1% |
| 0.639 | 12 | < 0.1% |
| 0.64 | 7 | < 0.1% |
| 0.642 | 25 | |
| 0.643 | 20 | |
| 0.644 | 31 |
| Value | Count | Frequency (%) |
| 5.045 | 5 | < 0.1% |
| 5 | 5 | < 0.1% |
| 4.97 | 127 | 0.4% |
| 4.968 | 793 | 2.4% |
| 4.967 | 512 | 1.6% |
| 4.966 | 490 | 1.5% |
| 4.965 | 878 | |
| 4.964 | 931 | |
| 4.963 | 1999 | |
| 4.962 | 2127 |
nr.employed
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5167.4009 |
| Minimum | 4963.6 |
|---|---|
| Maximum | 5228.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 257.6 KiB |
Quantile statistics
| Minimum | 4963.6 |
|---|---|
| 5-th percentile | 5017.5 |
| Q1 | 5099.1 |
| median | 5191 |
| Q3 | 5228.1 |
| 95-th percentile | 5228.1 |
| Maximum | 5228.1 |
| Range | 264.5 |
| Interquartile range (IQR) | 129 |
Descriptive statistics
| Standard deviation | 72.128548 |
|---|---|
| Coefficient of variation (CV) | 0.01395838 |
| Kurtosis | 0.0027408101 |
| Mean | 5167.4009 |
| Median Absolute Deviation (MAD) | 37.1 |
| Skewness | -1.0505836 |
| Sum | 1.7026586 × 108 |
| Variance | 5202.5274 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5228.1 | 13068 | |
| 5099.1 | 6734 | |
| 5191 | 6214 | |
| 5195.8 | 2944 | 8.9% |
| 5076.2 | 1345 | 4.1% |
| 5017.5 | 868 | 2.6% |
| 4991.6 | 609 | 1.8% |
| 5008.7 | 528 | 1.6% |
| 4963.6 | 487 | 1.5% |
| 5023.5 | 144 | 0.4% |
| Value | Count | Frequency (%) |
| 4963.6 | 487 | 1.5% |
| 4991.6 | 609 | 1.8% |
| 5008.7 | 528 | 1.6% |
| 5017.5 | 868 | 2.6% |
| 5023.5 | 144 | 0.4% |
| 5076.2 | 1345 | 4.1% |
| 5099.1 | 6734 | |
| 5176.3 | 9 | < 0.1% |
| 5191 | 6214 | |
| 5195.8 | 2944 |
| Value | Count | Frequency (%) |
| 5228.1 | 13068 | |
| 5195.8 | 2944 | 8.9% |
| 5191 | 6214 | |
| 5176.3 | 9 | < 0.1% |
| 5099.1 | 6734 | |
| 5076.2 | 1345 | 4.1% |
| 5023.5 | 144 | 0.4% |
| 5017.5 | 868 | 2.6% |
| 5008.7 | 528 | 1.6% |
| 4991.6 | 609 | 1.8% |
pmonths
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 962.65516 |
| Minimum | 0 |
|---|---|
| Maximum | 999 |
| Zeros | 12 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 257.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 999 |
| Q1 | 999 |
| median | 999 |
| Q3 | 999 |
| 95-th percentile | 999 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 187.03308 |
|---|---|
| Coefficient of variation (CV) | 0.19428876 |
| Kurtosis | 22.522598 |
| Mean | 962.65516 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.9518916 |
| Sum | 31719488 |
| Variance | 34981.373 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 999 | 31751 | |
| 0.1 | 353 | 1.1% |
| 0.2 | 322 | 1.0% |
| 0.1333333333 | 93 | 0.3% |
| 0.06666666667 | 48 | 0.1% |
| 0.3 | 47 | 0.1% |
| 0.4 | 46 | 0.1% |
| 0.2333333333 | 44 | 0.1% |
| 0.3333333333 | 44 | 0.1% |
| 0.1666666667 | 39 | 0.1% |
| Other values (16) | 163 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 12 | < 0.1% |
| 0.03333333333 | 22 | 0.1% |
| 0.06666666667 | 48 | 0.1% |
| 0.1 | 353 | |
| 0.1333333333 | 93 | 0.3% |
| 0.1666666667 | 39 | 0.1% |
| 0.2 | 322 | |
| 0.2333333333 | 44 | 0.1% |
| 0.2666666667 | 15 | < 0.1% |
| 0.3 | 47 | 0.1% |
| Value | Count | Frequency (%) |
| 999 | 31751 | |
| 0.9 | 1 | < 0.1% |
| 0.8666666667 | 1 | < 0.1% |
| 0.7333333333 | 2 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| 0.6666666667 | 1 | < 0.1% |
| 0.6333333333 | 2 | < 0.1% |
| 0.6 | 7 | < 0.1% |
| 0.5666666667 | 6 | < 0.1% |
| 0.5333333333 | 7 | < 0.1% |
pastEmail
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.34172989 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 29120 |
| Zeros (%) | 88.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 257.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.2460764 |
|---|---|
| Coefficient of variation (CV) | 3.646378 |
| Kurtosis | 64.958038 |
| Mean | 0.34172989 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.3888733 |
| Sum | 11260 |
| Variance | 1.5527063 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 29120 | |
| 2 | 1107 | 3.4% |
| 1 | 979 | 3.0% |
| 3 | 735 | 2.2% |
| 4 | 490 | 1.5% |
| 6 | 197 | 0.6% |
| 5 | 121 | 0.4% |
| 8 | 65 | 0.2% |
| 12 | 37 | 0.1% |
| 9 | 32 | 0.1% |
| Other values (11) | 67 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 29120 | |
| 1 | 979 | 3.0% |
| 2 | 1107 | 3.4% |
| 3 | 735 | 2.2% |
| 4 | 490 | 1.5% |
| 5 | 121 | 0.4% |
| 6 | 197 | 0.6% |
| 7 | 14 | < 0.1% |
| 8 | 65 | 0.2% |
| 9 | 32 | 0.1% |
| Value | Count | Frequency (%) |
| 28 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 24 | 2 | < 0.1% |
| 21 | 2 | < 0.1% |
| 20 | 3 | < 0.1% |
| 18 | 6 | < 0.1% |
| 16 | 5 | < 0.1% |
| 15 | 8 | < 0.1% |
| 14 | 1 | < 0.1% |
| 12 | 37 |
id
Real number (ℝ)
UNIFORM  UNIQUE 
| Distinct | 32950 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16475.5 |
| Minimum | 1 |
|---|---|
| Maximum | 32950 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 257.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1648.45 |
| Q1 | 8238.25 |
| median | 16475.5 |
| Q3 | 24712.75 |
| 95-th percentile | 31302.55 |
| Maximum | 32950 |
| Range | 32949 |
| Interquartile range (IQR) | 16474.5 |
Descriptive statistics
| Standard deviation | 9511.99 |
|---|---|
| Coefficient of variation (CV) | 0.57734151 |
| Kurtosis | -1.2 |
| Mean | 16475.5 |
| Median Absolute Deviation (MAD) | 8237.5 |
| Skewness | 0 |
| Sum | 5.4286772 × 108 |
| Variance | 90477954 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 22010 | 1 | < 0.1% |
| 21976 | 1 | < 0.1% |
| 21975 | 1 | < 0.1% |
| 21974 | 1 | < 0.1% |
| 21973 | 1 | < 0.1% |
| 21972 | 1 | < 0.1% |
| 21971 | 1 | < 0.1% |
| 21970 | 1 | < 0.1% |
| 21969 | 1 | < 0.1% |
| Other values (32940) | 32940 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 32950 | 1 | |
| 32949 | 1 | |
| 32948 | 1 | |
| 32947 | 1 | |
| 32946 | 1 | |
| 32945 | 1 | |
| 32944 | 1 | |
| 32943 | 1 | |
| 32942 | 1 | |
| 32941 | 1 |
| campaign | cons.conf.idx | cons.price.idx | contact | custAge | day_of_week | default | emp.var.rate | euribor3m | housing | id | loan | marital | month | nr.employed | pastEmail | pdays | pmonths | poutcome | previous | profession | schooling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| campaign | 1.000 | 0.001 | 0.095 | 0.061 | 0.006 | 0.016 | 0.018 | 0.158 | 0.144 | 0.024 | 0.009 | 0.024 | 0.005 | 0.047 | 0.146 | -0.083 | 0.060 | 0.060 | 0.048 | -0.091 | 0.000 | 0.000 |
| cons.conf.idx | 0.001 | 1.000 | 0.240 | 0.417 | 0.114 | 0.044 | 0.140 | 0.214 | 0.228 | 0.042 | -0.006 | 0.009 | 0.076 | 0.600 | 0.123 | -0.105 | -0.079 | -0.079 | 0.369 | -0.111 | 0.111 | 0.064 |
| cons.price.idx | 0.095 | 0.240 | 1.000 | 0.674 | 0.041 | 0.050 | 0.156 | 0.664 | 0.491 | 0.070 | 0.003 | 0.020 | 0.070 | 0.676 | 0.466 | -0.263 | 0.058 | 0.058 | 0.384 | -0.285 | 0.133 | 0.098 |
| contact | 0.061 | 0.417 | 0.674 | 1.000 | 0.032 | 0.055 | 0.138 | 0.229 | 0.138 | 0.087 | 0.003 | 0.029 | 0.077 | 0.611 | 0.107 | -0.222 | 0.118 | 0.118 | 0.243 | -0.242 | 0.128 | 0.122 |
| custAge | 0.006 | 0.114 | 0.041 | 0.032 | 1.000 | 0.026 | 0.143 | 0.043 | 0.052 | 0.008 | 0.002 | 0.007 | 0.258 | 0.097 | 0.045 | -0.012 | -0.000 | -0.000 | 0.115 | -0.014 | 0.251 | 0.117 |
| day_of_week | 0.016 | 0.044 | 0.050 | 0.055 | 0.026 | 1.000 | 0.013 | 0.033 | 0.033 | 0.012 | -0.007 | 0.006 | 0.014 | 0.067 | 0.030 | -0.010 | -0.014 | -0.014 | 0.018 | -0.010 | 0.017 | 0.023 |
| default | 0.018 | 0.140 | 0.156 | 0.138 | 0.143 | 0.013 | 1.000 | 0.180 | 0.172 | 0.009 | 0.005 | 0.000 | 0.096 | 0.114 | 0.160 | -0.097 | 0.081 | 0.081 | 0.077 | -0.106 | 0.156 | 0.180 |
| emp.var.rate | 0.158 | 0.214 | 0.664 | 0.229 | 0.043 | 0.033 | 0.180 | 1.000 | 0.940 | 0.053 | 0.008 | 0.010 | 0.071 | 0.659 | 0.945 | -0.400 | 0.227 | 0.227 | 0.377 | -0.435 | 0.137 | 0.067 |
| euribor3m | 0.144 | 0.228 | 0.491 | 0.138 | 0.052 | 0.033 | 0.172 | 0.940 | 1.000 | 0.055 | 0.010 | 0.011 | 0.070 | 0.552 | 0.929 | -0.415 | 0.277 | 0.277 | 0.416 | -0.453 | 0.130 | 0.063 |
| housing | 0.024 | 0.042 | 0.070 | 0.087 | 0.008 | 0.012 | 0.009 | 0.053 | 0.055 | 1.000 | 0.005 | 0.708 | 0.009 | 0.056 | -0.037 | 0.025 | -0.013 | -0.013 | 0.019 | 0.027 | 0.016 | 0.010 |
| id | 0.009 | -0.006 | 0.003 | 0.003 | 0.002 | -0.007 | 0.005 | 0.008 | 0.010 | 0.005 | 1.000 | 0.005 | 0.000 | 0.005 | 0.006 | -0.003 | 0.015 | 0.015 | 0.009 | -0.004 | 0.011 | 0.005 |
| loan | 0.024 | 0.009 | 0.020 | 0.029 | 0.007 | 0.006 | 0.000 | 0.010 | 0.011 | 0.708 | 0.005 | 1.000 | 0.000 | 0.021 | 0.002 | 0.004 | 0.003 | 0.003 | 0.004 | 0.002 | 0.013 | 0.000 |
| marital | 0.005 | 0.076 | 0.070 | 0.077 | 0.258 | 0.014 | 0.096 | 0.071 | 0.070 | 0.009 | 0.000 | 0.000 | 1.000 | 0.052 | -0.075 | 0.041 | -0.040 | -0.040 | 0.039 | 0.044 | 0.184 | 0.114 |
| month | 0.047 | 0.600 | 0.676 | 0.611 | 0.097 | 0.067 | 0.114 | 0.659 | 0.552 | 0.056 | 0.005 | 0.021 | 0.052 | 1.000 | -0.365 | 0.111 | -0.045 | -0.045 | 0.241 | 0.124 | 0.111 | 0.095 |
| nr.employed | 0.146 | 0.123 | 0.466 | 0.107 | 0.045 | 0.030 | 0.160 | 0.945 | 0.929 | -0.037 | 0.006 | 0.002 | -0.075 | -0.365 | 1.000 | -0.403 | 0.289 | 0.289 | 0.412 | -0.438 | 0.136 | 0.068 |
| pastEmail | -0.083 | -0.105 | -0.263 | -0.222 | -0.012 | -0.010 | -0.097 | -0.400 | -0.415 | 0.025 | -0.003 | 0.004 | 0.041 | 0.111 | -0.403 | 1.000 | -0.460 | -0.460 | 0.439 | 0.916 | 0.039 | 0.013 |
| pdays | 0.060 | -0.079 | 0.058 | 0.118 | -0.000 | -0.014 | 0.081 | 0.227 | 0.277 | -0.013 | 0.015 | 0.003 | -0.040 | -0.045 | 0.289 | -0.460 | 1.000 | 1.000 | 0.953 | -0.510 | 0.141 | 0.058 |
| pmonths | 0.060 | -0.079 | 0.058 | 0.118 | -0.000 | -0.014 | 0.081 | 0.227 | 0.277 | -0.013 | 0.015 | 0.003 | -0.040 | -0.045 | 0.289 | -0.460 | 1.000 | 1.000 | 0.953 | -0.510 | 0.141 | 0.058 |
| poutcome | 0.048 | 0.369 | 0.384 | 0.243 | 0.115 | 0.018 | 0.077 | 0.377 | 0.416 | 0.019 | 0.009 | 0.004 | 0.039 | 0.241 | 0.412 | 0.439 | 0.953 | 0.953 | 1.000 | -0.495 | 0.099 | 0.043 |
| previous | -0.091 | -0.111 | -0.285 | -0.242 | -0.014 | -0.010 | -0.106 | -0.435 | -0.453 | 0.027 | -0.004 | 0.002 | 0.044 | 0.124 | -0.438 | 0.916 | -0.510 | -0.510 | -0.495 | 1.000 | 0.055 | 0.019 |
| profession | 0.000 | 0.111 | 0.133 | 0.128 | 0.251 | 0.017 | 0.156 | 0.137 | 0.130 | 0.016 | 0.011 | 0.013 | 0.184 | 0.111 | 0.136 | 0.039 | 0.141 | 0.141 | 0.099 | 0.055 | 1.000 | 0.360 |
| schooling | 0.000 | 0.064 | 0.098 | 0.122 | 0.117 | 0.023 | 0.180 | 0.067 | 0.063 | 0.010 | 0.005 | 0.000 | 0.114 | 0.095 | 0.068 | 0.013 | 0.058 | 0.058 | 0.043 | 0.019 | 0.360 | 1.000 |
| custAge | profession | marital | schooling | default | housing | loan | contact | month | day_of_week | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | pmonths | pastEmail | id | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | NaN | admin. | married | NaN | no | no | yes | cellular | sep | wed | 2 | 999 | 1 | failure | -1.1 | 94.199 | -37.5 | 0.886 | 4963.6 | 999.0 | 2 | 1 |
| 1 | 35.0 | services | married | high.school | no | no | no | cellular | sep | tue | 2 | 3 | 1 | success | -3.4 | 92.379 | -29.8 | 0.788 | 5017.5 | 0.1 | 2 | 2 |
| 2 | 50.0 | blue-collar | married | professional.course | unknown | yes | no | cellular | may | thu | 1 | 999 | 1 | failure | -1.8 | 92.893 | -46.2 | 1.327 | 5099.1 | 999.0 | 2 | 3 |
| 3 | 30.0 | admin. | single | university.degree | no | no | no | cellular | aug | wed | 1 | 999 | 0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.964 | 5228.1 | 999.0 | 0 | 4 |
| 4 | 39.0 | services | divorced | high.school | no | yes | no | cellular | nov | tue | 1 | 999 | 0 | nonexistent | -0.1 | 93.200 | -42.0 | 4.153 | 5195.8 | 999.0 | 0 | 5 |
| 5 | NaN | student | single | NaN | no | yes | no | cellular | jul | thu | 1 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.958 | 5228.1 | 999.0 | 0 | 6 |
| 6 | 36.0 | housemaid | married | basic.4y | no | yes | no | cellular | apr | NaN | 7 | 999 | 0 | nonexistent | -1.8 | 93.075 | -47.1 | 1.415 | 5099.1 | 999.0 | 0 | 7 |
| 7 | 30.0 | admin. | single | basic.9y | no | yes | no | telephone | jul | thu | 1 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.963 | 5228.1 | 999.0 | 0 | 8 |
| 8 | NaN | blue-collar | single | NaN | no | yes | no | telephone | may | wed | 10 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.859 | 5191.0 | 999.0 | 0 | 9 |
| 9 | NaN | self-employed | married | NaN | no | no | no | cellular | aug | fri | 7 | 999 | 0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.966 | 5228.1 | 999.0 | 0 | 10 |
| custAge | profession | marital | schooling | default | housing | loan | contact | month | day_of_week | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | pmonths | pastEmail | id | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32940 | 32.0 | blue-collar | married | NaN | no | yes | no | telephone | jun | NaN | 1 | 999 | 1 | failure | -1.7 | 94.055 | -39.8 | 0.761 | 4991.6 | 999.0 | 4 | 32941 |
| 32941 | NaN | technician | married | professional.course | unknown | no | no | telephone | may | tue | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.856 | 5191.0 | 999.0 | 0 | 32942 |
| 32942 | 38.0 | blue-collar | married | basic.9y | unknown | unknown | unknown | telephone | jun | fri | 1 | 999 | 0 | nonexistent | 1.4 | 94.465 | -41.8 | 4.967 | 5228.1 | 999.0 | 0 | 32943 |
| 32943 | 36.0 | self-employed | single | university.degree | no | no | yes | cellular | apr | tue | 2 | 999 | 0 | nonexistent | -1.8 | 93.075 | -47.1 | 1.453 | 5099.1 | 999.0 | 0 | 32944 |
| 32944 | 32.0 | admin. | single | university.degree | no | yes | no | cellular | aug | tue | 2 | 999 | 0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.966 | 5228.1 | 999.0 | 0 | 32945 |
| 32945 | NaN | technician | married | professional.course | no | yes | no | telephone | may | NaN | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | 999.0 | 0 | 32946 |
| 32946 | 32.0 | blue-collar | married | NaN | no | no | yes | cellular | may | thu | 4 | 999 | 0 | nonexistent | -1.8 | 92.893 | -46.2 | 1.266 | 5099.1 | 999.0 | 0 | 32947 |
| 32947 | 32.0 | services | married | high.school | no | no | no | cellular | may | mon | 2 | 999 | 0 | nonexistent | -1.8 | 92.893 | -46.2 | 1.299 | 5099.1 | 999.0 | 0 | 32948 |
| 32948 | 32.0 | blue-collar | married | basic.9y | no | yes | no | telephone | jun | wed | 1 | 999 | 0 | nonexistent | 1.4 | 94.465 | -41.8 | 4.959 | 5228.1 | 999.0 | 0 | 32949 |
| 32949 | 25.0 | admin. | single | university.degree | no | no | no | telephone | jun | mon | 2 | 999 | 0 | nonexistent | -2.9 | 92.963 | -40.8 | 1.260 | 5076.2 | 999.0 | 0 | 32950 |